Pandas Profiling Report

Dataset statistics

Number of variables	41
Number of observations	233154
Missing cells	7661
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	72.9 MiB
Average record size in memory	328.0 B

Variable types

Numeric	28
Categorical	13

Alerts

`MobileNo_Avl_Flag` has constant value "1"	Constant
`Date.of.Birth` has a high cardinality: 15433 distinct values	High cardinality
`DisbursalDate` has a high cardinality: 84 distinct values	High cardinality
`AVERAGE.ACCT.AGE` has a high cardinality: 192 distinct values	High cardinality
`CREDIT.HISTORY.LENGTH` has a high cardinality: 294 distinct values	High cardinality
`UniqueID` is highly correlated with `DisbursalDate`	High correlation
`disbursed_amount` is highly correlated with `asset_cost`	High correlation
`asset_cost` is highly correlated with `disbursed_amount`	High correlation
`ltv` is highly correlated with `MobileNo_Avl_Flag`	High correlation
`branch_id` is highly correlated with `Current_pincode_ID` and 1 other fields	High correlation
`supplier_id` is highly correlated with `MobileNo_Avl_Flag`	High correlation
`manufacturer_id` is highly correlated with `MobileNo_Avl_Flag`	High correlation
`Current_pincode_ID` is highly correlated with `branch_id` and 1 other fields	High correlation
`State_ID` is highly correlated with `branch_id` and 3 other fields	High correlation
`Employee_code_ID` is highly correlated with `MobileNo_Avl_Flag`	High correlation
`PERFORM_CNS.SCORE` is highly correlated with `PERFORM_CNS.SCORE.DESCRIPTION`	High correlation
`PRI.NO.OF.ACCTS` is highly correlated with `PRI.ACTIVE.ACCTS` and 1 other fields	High correlation
`PRI.ACTIVE.ACCTS` is highly correlated with `PERFORM_CNS.SCORE.DESCRIPTION` and 5 other fields	High correlation
`PRI.OVERDUE.ACCTS` is highly correlated with `MobileNo_Avl_Flag`	High correlation
`PRI.CURRENT.BALANCE` is highly correlated with `PRI.ACTIVE.ACCTS` and 3 other fields	High correlation
`PRI.SANCTIONED.AMOUNT` is highly correlated with `PRI.ACTIVE.ACCTS` and 3 other fields	High correlation
`PRI.DISBURSED.AMOUNT` is highly correlated with `PRI.ACTIVE.ACCTS` and 3 other fields	High correlation
`SEC.NO.OF.ACCTS` is highly correlated with `SEC.ACTIVE.ACCTS` and 1 other fields	High correlation
`SEC.ACTIVE.ACCTS` is highly correlated with `SEC.NO.OF.ACCTS` and 4 other fields	High correlation
`SEC.OVERDUE.ACCTS` is highly correlated with `SEC.NO.OF.ACCTS` and 1 other fields	High correlation
`SEC.CURRENT.BALANCE` is highly correlated with `SEC.ACTIVE.ACCTS` and 2 other fields	High correlation
`SEC.SANCTIONED.AMOUNT` is highly correlated with `SEC.ACTIVE.ACCTS` and 2 other fields	High correlation
`SEC.DISBURSED.AMOUNT` is highly correlated with `SEC.ACTIVE.ACCTS` and 2 other fields	High correlation
`PRIMARY.INSTAL.AMT` is highly correlated with `PRI.NO.OF.ACCTS` and 4 other fields	High correlation
`SEC.INSTAL.AMT` is highly correlated with `SEC.NO.OF.ACCTS` and 4 other fields	High correlation
`NEW.ACCTS.IN.LAST.SIX.MONTHS` is highly correlated with `PRI.NO.OF.ACCTS` and 4 other fields	High correlation
`DELINQUENT.ACCTS.IN.LAST.SIX.MONTHS` is highly correlated with `MobileNo_Avl_Flag`	High correlation
`NO.OF_INQUIRIES` is highly correlated with `MobileNo_Avl_Flag`	High correlation
`Employment.Type` is highly correlated with `MobileNo_Avl_Flag`	High correlation
`DisbursalDate` is highly correlated with `UniqueID`	High correlation
`MobileNo_Avl_Flag` is highly correlated with `Driving_flag` and 8 other fields	High correlation
`Aadhar_flag` is highly correlated with `State_ID` and 1 other fields	High correlation
`PAN_flag` is highly correlated with `MobileNo_Avl_Flag`	High correlation
`VoterID_flag` is highly correlated with `State_ID` and 1 other fields	High correlation
`Driving_flag` is highly correlated with `MobileNo_Avl_Flag`	High correlation
`Passport_flag` is highly correlated with `MobileNo_Avl_Flag`	High correlation
`PERFORM_CNS.SCORE.DESCRIPTION` is highly correlated with `PERFORM_CNS.SCORE` and 1 other fields	High correlation
`loan_default` is highly correlated with `MobileNo_Avl_Flag`	High correlation
`Employment.Type` has 7661 (3.3%) missing values	Missing
`PRI.CURRENT.BALANCE` is highly skewed (γ1 = 29.42581325)	Skewed
`PRI.SANCTIONED.AMOUNT` is highly skewed (γ1 = 323.6972121)	Skewed
`PRI.DISBURSED.AMOUNT` is highly skewed (γ1 = 322.5414945)	Skewed
`SEC.NO.OF.ACCTS` is highly skewed (γ1 = 27.98609032)	Skewed
`SEC.ACTIVE.ACCTS` is highly skewed (γ1 = 30.59951015)	Skewed
`SEC.OVERDUE.ACCTS` is highly skewed (γ1 = 24.12927125)	Skewed
`SEC.CURRENT.BALANCE` is highly skewed (γ1 = 108.5062952)	Skewed
`SEC.SANCTIONED.AMOUNT` is highly skewed (γ1 = 75.25493196)	Skewed
`SEC.DISBURSED.AMOUNT` is highly skewed (γ1 = 75.76425191)	Skewed
`PRIMARY.INSTAL.AMT` is highly skewed (γ1 = 69.91615647)	Skewed
`SEC.INSTAL.AMT` is highly skewed (γ1 = 153.8063689)	Skewed
`UniqueID` has unique values	Unique
`PERFORM_CNS.SCORE` has 116950 (50.2%) zeros	Zeros
`PRI.NO.OF.ACCTS` has 116950 (50.2%) zeros	Zeros
`PRI.ACTIVE.ACCTS` has 137016 (58.8%) zeros	Zeros
`PRI.OVERDUE.ACCTS` has 206879 (88.7%) zeros	Zeros
`PRI.CURRENT.BALANCE` has 141696 (60.8%) zeros	Zeros
`PRI.SANCTIONED.AMOUNT` has 138096 (59.2%) zeros	Zeros
`PRI.DISBURSED.AMOUNT` has 138204 (59.3%) zeros	Zeros
`SEC.NO.OF.ACCTS` has 227289 (97.5%) zeros	Zeros
`SEC.ACTIVE.ACCTS` has 229337 (98.4%) zeros	Zeros
`SEC.OVERDUE.ACCTS` has 231817 (99.4%) zeros	Zeros
`SEC.CURRENT.BALANCE` has 229790 (98.6%) zeros	Zeros
`SEC.SANCTIONED.AMOUNT` has 229418 (98.4%) zeros	Zeros
`SEC.DISBURSED.AMOUNT` has 229450 (98.4%) zeros	Zeros
`PRIMARY.INSTAL.AMT` has 159517 (68.4%) zeros	Zeros
`SEC.INSTAL.AMT` has 230937 (99.0%) zeros	Zeros
`NEW.ACCTS.IN.LAST.SIX.MONTHS` has 181494 (77.8%) zeros	Zeros
`DELINQUENT.ACCTS.IN.LAST.SIX.MONTHS` has 214959 (92.2%) zeros	Zeros
`NO.OF_INQUIRIES` has 201961 (86.6%) zeros	Zeros

Reproduction

Analysis started	2022-11-01 12:07:25.599050
Analysis finished	2022-11-01 12:14:22.309402
Duration	6 minutes and 56.71 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

UniqueID
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	233154
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	535917.5734

Minimum	417428
Maximum	671084
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	417428
5-th percentile	429285.65
Q1	476786.25
median	535978.5
Q3	595039.75
95-th percentile	642344.35
Maximum	671084
Range	253656
Interquartile range (IQR)	118253.5

Descriptive statistics

Standard deviation	68315.69371
Coefficient of variation (CV)	0.1274742556
Kurtosis	-1.198283034
Mean	535917.5734
Median Absolute Deviation (MAD)	59127
Skewness	-0.002261591332
Sum	1.249513259 × 10¹¹
Variance	4667034007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
420825	1	< 0.1%
573390	1	< 0.1%
443579	1	< 0.1%
634411	1	< 0.1%
497340	1	< 0.1%
613162	1	< 0.1%
651043	1	< 0.1%
443927	1	< 0.1%
430582	1	< 0.1%
437246	1	< 0.1%
Other values (233144)	233144	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
417428	1	< 0.1%
417429	1	< 0.1%
417430	1	< 0.1%
417431	1	< 0.1%
417432	1	< 0.1%
417433	1	< 0.1%
417434	1	< 0.1%
417435	1	< 0.1%
417436	1	< 0.1%
417437	1	< 0.1%

Value	Count	Frequency (%)
671084	1	< 0.1%
671033	1	< 0.1%
658676	1	< 0.1%
658675	1	< 0.1%
658674	1	< 0.1%
658673	1	< 0.1%
658672	1	< 0.1%
658671	1	< 0.1%
658670	1	< 0.1%
658669	1	< 0.1%

disbursed_amount
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	24565
Distinct (%)	10.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54356.99353

Minimum	13320
Maximum	990572
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	13320
5-th percentile	34939
Q1	47145
median	53803
Q3	60413
95-th percentile	74122.35
Maximum	990572
Range	977252
Interquartile range (IQR)	13268

Descriptive statistics

Standard deviation	12971.31417
Coefficient of variation (CV)	0.2386319281
Kurtosis	249.9892735
Mean	54356.99353
Median Absolute Deviation (MAD)	6644
Skewness	4.492239664
Sum	1.267355047 × 10¹⁰
Variance	168254991.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48349	2140	0.9%
53303	2125	0.9%
51303	1992	0.9%
50303	1960	0.8%
55259	1887	0.8%
52303	1868	0.8%
47349	1853	0.8%
56259	1637	0.7%
46349	1605	0.7%
57259	1601	0.7%
Other values (24555)	214486	92.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13320	1	< 0.1%
13369	1	< 0.1%
13600	1	< 0.1%
13640	1	< 0.1%
13652	1	< 0.1%
13664	6	< 0.1%
13814	1	< 0.1%
13914	1	< 0.1%
13940	1	< 0.1%
13941	1	< 0.1%

Value	Count	Frequency (%)
990572	1	< 0.1%
987354	1	< 0.1%
592460	1	< 0.1%
332045	1	< 0.1%
318533	1	< 0.1%
315904	1	< 0.1%
237779	1	< 0.1%
196998	1	< 0.1%
191392	1	< 0.1%
190887	1	< 0.1%

asset_cost
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	46252
Distinct (%)	19.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75865.06814

Minimum	37000
Maximum	1628992
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	37000
5-th percentile	58264
Q1	65717
median	70946
Q3	79201.75
95-th percentile	109680
Maximum	1628992
Range	1591992
Interquartile range (IQR)	13484.75

Descriptive statistics

Standard deviation	18944.78129
Coefficient of variation (CV)	0.24971679
Kurtosis	291.4939393
Mean	75865.06814
Median Absolute Deviation (MAD)	6200
Skewness	6.133485336
Sum	1.76882441 × 10¹⁰
Variance	358904738.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68000	681	0.3%
67000	596	0.3%
72000	539	0.2%
70000	505	0.2%
74000	469	0.2%
66000	466	0.2%
73000	462	0.2%
75000	460	0.2%
69000	436	0.2%
65000	397	0.2%
Other values (46242)	228143	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37000	2	< 0.1%
37129	1	< 0.1%
37230	1	< 0.1%
37310	1	< 0.1%
37377	1	< 0.1%
37658	1	< 0.1%
37816	1	< 0.1%
38055	2	< 0.1%
38059	1	< 0.1%
38063	1	< 0.1%

Value	Count	Frequency (%)
1628992	1	< 0.1%
1328954	1	< 0.1%
715186	1	< 0.1%
459625	1	< 0.1%
388025	1	< 0.1%
383600	1	< 0.1%
378092	2	< 0.1%
286350	1	< 0.1%
282600	1	< 0.1%
281164	1	< 0.1%

ltv
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6579
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74.74653002

Minimum	10.03
Maximum	95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	10.03
5-th percentile	52.31
Q1	68.88
median	76.8
Q3	83.67
95-th percentile	89.38
Maximum	95
Range	84.97
Interquartile range (IQR)	14.79

Descriptive statistics

Standard deviation	11.45663574
Coefficient of variation (CV)	0.1532731451
Kurtosis	1.29392765
Mean	74.74653002
Median Absolute Deviation (MAD)	7.27
Skewness	-1.075766064
Sum	17427452.46
Variance	131.2545025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	4430	1.9%
84.99	1030	0.4%
79.99	541	0.2%
80	490	0.2%
75	420	0.2%
79.9	409	0.2%
79.79	394	0.2%
74.93	389	0.2%
90	336	0.1%
74.99	333	0.1%
Other values (6569)	224382	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.03	1	< 0.1%
13.5	1	< 0.1%
14.17	1	< 0.1%
15.3	1	< 0.1%
15.58	1	< 0.1%
16.6	1	< 0.1%
17.02	1	< 0.1%
17.05	1	< 0.1%
17.13	1	< 0.1%
17.36	1	< 0.1%

Value	Count	Frequency (%)
95	8	< 0.1%
94.99	7	< 0.1%
94.98	9	< 0.1%
94.97	5	< 0.1%
94.96	11	< 0.1%
94.95	14	< 0.1%
94.94	14	< 0.1%
94.93	20	< 0.1%
94.92	17	< 0.1%
94.91	13	< 0.1%

branch_id
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	82
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.93609374

Minimum	1
Maximum	261
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	14
median	61
Q3	130
95-th percentile	249
Maximum	261
Range	260
Interquartile range (IQR)	116

Descriptive statistics

Standard deviation	69.83499455
Coefficient of variation (CV)	0.9574819677
Kurtosis	0.2970743025
Mean	72.93609374
Median Absolute Deviation (MAD)	50
Skewness	1.027481357
Sum	17005342
Variance	4876.926464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	13138	5.6%
67	11328	4.9%
3	9230	4.0%
5	9218	4.0%
36	8832	3.8%
136	7833	3.4%
34	7794	3.3%
16	6466	2.8%
19	5860	2.5%
1	5709	2.4%
Other values (72)	147746	63.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5709	2.4%
2	13138	5.6%
3	9230	4.0%
5	9218	4.0%
7	3222	1.4%
8	3146	1.3%
9	2528	1.1%
10	4125	1.8%
11	4506	1.9%
13	2972	1.3%

Value	Count	Frequency (%)
261	176	0.1%
260	372	0.2%
259	346	0.1%
258	374	0.2%
257	1256	0.5%
255	1650	0.7%
254	1699	0.7%
251	3844	1.6%
250	1481	0.6%
249	858	0.4%

supplier_id
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	2953
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19638.63504

Minimum	10524
Maximum	24803
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	10524
5-th percentile	14179.3
Q1	16535
median	20333
Q3	23000
95-th percentile	24122
Maximum	24803
Range	14279
Interquartile range (IQR)	6465

Descriptive statistics

Standard deviation	3491.949566
Coefficient of variation (CV)	0.1778101971
Kurtosis	-1.475599607
Mean	19638.63504
Median Absolute Deviation (MAD)	3061
Skewness	-0.1689082748
Sum	4578826313
Variance	12193711.77
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18317	1432	0.6%
15694	1300	0.6%
15663	1275	0.5%
17980	1268	0.5%
14234	1258	0.5%
18166	1210	0.5%
21980	1125	0.5%
14375	1119	0.5%
22727	1062	0.5%
14145	1060	0.5%
Other values (2943)	221045	94.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10524	6	< 0.1%
12311	3	< 0.1%
12312	46	< 0.1%
12374	99	< 0.1%
12441	47	< 0.1%
12456	72	< 0.1%
12500	60	< 0.1%
12534	60	< 0.1%
12539	9	< 0.1%
12797	65	< 0.1%

Value	Count	Frequency (%)
24803	2	< 0.1%
24802	2	< 0.1%
24799	1	< 0.1%
24797	2	< 0.1%
24794	1	< 0.1%
24793	1	< 0.1%
24790	1	< 0.1%
24789	1	< 0.1%
24787	2	< 0.1%
24785	3	< 0.1%

manufacturer_id
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.02805442

Minimum	45
Maximum	156
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	45
5-th percentile	45
Q1	48
median	86
Q3	86
95-th percentile	86
Maximum	156
Range	111
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	22.14130384
Coefficient of variation (CV)	0.3207580457
Kurtosis	-0.7192530333
Mean	69.02805442
Median Absolute Deviation (MAD)	34
Skewness	0.3889804687
Sum	16094167
Variance	490.2373356
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
86	109534	47.0%
45	56626	24.3%
51	27204	11.7%
48	16710	7.2%
49	10220	4.4%
120	9658	4.1%
67	2405	1.0%
145	778	0.3%
153	12	< 0.1%
152	6	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45	56626	24.3%
48	16710	7.2%
49	10220	4.4%
51	27204	11.7%
67	2405	1.0%
86	109534	47.0%
120	9658	4.1%
145	778	0.3%
152	6	< 0.1%
153	12	< 0.1%

Value	Count	Frequency (%)
156	1	< 0.1%
153	12	< 0.1%
152	6	< 0.1%
145	778	0.3%
120	9658	4.1%
86	109534	47.0%
67	2405	1.0%
51	27204	11.7%
49	10220	4.4%
48	16710	7.2%

Current_pincode_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6698
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3396.880247

Minimum	1
Maximum	7345
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	1
5-th percentile	263
Q1	1511
median	2970
Q3	5677
95-th percentile	6942
Maximum	7345
Range	7344
Interquartile range (IQR)	4166

Descriptive statistics

Standard deviation	2238.147502
Coefficient of variation (CV)	0.6588832515
Kurtosis	-1.286741268
Mean	3396.880247
Median Absolute Deviation (MAD)	1915
Skewness	0.2781846819
Sum	791996217
Variance	5009304.239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2578	1880	0.8%
1446	1731	0.7%
1515	1087	0.5%
2989	934	0.4%
2943	899	0.4%
1509	864	0.4%
2782	841	0.4%
1794	809	0.3%
571	781	0.3%
3363	730	0.3%
Other values (6688)	222598	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	26	< 0.1%
2	72	< 0.1%
3	50	< 0.1%
4	88	< 0.1%
5	215	0.1%
6	100	< 0.1%
7	104	< 0.1%
8	43	< 0.1%
9	29	< 0.1%
10	5	< 0.1%

Value	Count	Frequency (%)
7345	7	< 0.1%
7344	1	< 0.1%
7343	2	< 0.1%
7342	1	< 0.1%
7341	7	< 0.1%
7340	2	< 0.1%
7338	2	< 0.1%
7337	3	< 0.1%
7336	20	< 0.1%
7335	1	< 0.1%

Date.of.Birth
Categorical

HIGH CARDINALITY

Distinct	15433
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

01-01-88	2173
01-01-90	2170
01-01-87	2127
01-01-86	2063
01-01-85	2005
Other values (15428)	222616

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	1865232
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1384 ?
Unique (%)	0.6%

Sample

1st row	01-01-84
2nd row	31-07-85
3rd row	24-08-85
4th row	30-12-93
5th row	09-12-77

Common Values

Value	Count	Frequency (%)
01-01-88	2173	0.9%
01-01-90	2170	0.9%
01-01-87	2127	0.9%
01-01-86	2063	0.9%
01-01-85	2005	0.9%
01-01-91	1985	0.9%
01-01-89	1962	0.8%
01-01-93	1930	0.8%
01-01-95	1924	0.8%
01-01-92	1924	0.8%
Other values (15423)	212891	91.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
01-01-88	2173	0.9%
01-01-90	2170	0.9%
01-01-87	2127	0.9%
01-01-86	2063	0.9%
01-01-85	2005	0.9%
01-01-91	1985	0.9%
01-01-89	1962	0.8%
01-01-93	1930	0.8%
01-01-95	1924	0.8%
01-01-92	1924	0.8%
Other values (15423)	212891	91.3%

Most occurring characters

Value	Count	Frequency (%)
-	466308	25.0%
0	380641	20.4%
1	282238	15.1%
8	126724	6.8%
9	124952	6.7%
2	111802	6.0%
7	103820	5.6%
6	85415	4.6%
5	70721	3.8%
3	58819	3.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1398924	75.0%
Dash Punctuation	466308	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	380641	27.2%
1	282238	20.2%
8	126724	9.1%
9	124952	8.9%
2	111802	8.0%
7	103820	7.4%
6	85415	6.1%
5	70721	5.1%
3	58819	4.2%
4	53792	3.8%

Dash Punctuation

Value	Count	Frequency (%)
-	466308	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1865232	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
-	466308	25.0%
0	380641	20.4%
1	282238	15.1%
8	126724	6.8%
9	124952	6.7%
2	111802	6.0%
7	103820	5.6%
6	85415	4.6%
5	70721	3.8%
3	58819	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1865232	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	466308	25.0%
0	380641	20.4%
1	282238	15.1%
8	126724	6.8%
9	124952	6.7%
2	111802	6.0%
7	103820	5.6%
6	85415	4.6%
5	70721	3.8%
3	58819	3.2%

Employment.Type
Categorical

HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	7661
Missing (%)	3.3%
Memory size	1.8 MiB

Self employed	127635
Salaried	97858

Length

Max length	13
Median length	13
Mean length	10.8301322
Min length	8

Characters and Unicode

Total characters	2442119
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Salaried
2nd row	Self employed
3rd row	Self employed
4th row	Self employed
5th row	Self employed

Common Values

Value	Count	Frequency (%)
Self employed	127635	54.7%
Salaried	97858	42.0%
(Missing)	7661	3.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
self	127635	36.1%
employed	127635	36.1%
salaried	97858	27.7%

Most occurring characters

Value	Count	Frequency (%)
e	480763	19.7%
l	353128	14.5%
S	225493	9.2%
d	225493	9.2%
a	195716	8.0%
f	127635	5.2%
	127635	5.2%
m	127635	5.2%
p	127635	5.2%
o	127635	5.2%
Other values (3)	323351	13.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2088991	85.5%
Uppercase Letter	225493	9.2%
Space Separator	127635	5.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	480763	23.0%
l	353128	16.9%
d	225493	10.8%
a	195716	9.4%
f	127635	6.1%
m	127635	6.1%
p	127635	6.1%
o	127635	6.1%
y	127635	6.1%
r	97858	4.7%

Uppercase Letter

Value	Count	Frequency (%)
S	225493	100.0%

Space Separator

Value	Count	Frequency (%)
	127635	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2314484	94.8%
Common	127635	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	480763	20.8%
l	353128	15.3%
S	225493	9.7%
d	225493	9.7%
a	195716	8.5%
f	127635	5.5%
m	127635	5.5%
p	127635	5.5%
o	127635	5.5%
y	127635	5.5%
Other values (2)	195716	8.5%

Common

Value	Count	Frequency (%)
	127635	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2442119	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	480763	19.7%
l	353128	14.5%
S	225493	9.2%
d	225493	9.2%
a	195716	8.0%
f	127635	5.2%
	127635	5.2%
m	127635	5.2%
p	127635	5.2%
o	127635	5.2%
Other values (3)	323351	13.2%

DisbursalDate
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct	84
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

31-10-18	8826
24-10-18	6701
31-08-18	6690
23-10-18	6440
26-10-18	6215
Other values (79)	198282

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	1865232
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	03-08-18
2nd row	26-09-18
3rd row	01-08-18
4th row	26-10-18
5th row	26-09-18

Common Values

Value	Count	Frequency (%)
31-10-18	8826	3.8%
24-10-18	6701	2.9%
31-08-18	6690	2.9%
23-10-18	6440	2.8%
26-10-18	6215	2.7%
25-10-18	5944	2.5%
22-10-18	5928	2.5%
30-10-18	5837	2.5%
30-08-18	4664	2.0%
29-10-18	4389	1.9%
Other values (74)	171520	73.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
31-10-18	8826	3.8%
24-10-18	6701	2.9%
31-08-18	6690	2.9%
23-10-18	6440	2.8%
26-10-18	6215	2.7%
25-10-18	5944	2.5%
22-10-18	5928	2.5%
30-10-18	5837	2.5%
30-08-18	4664	2.0%
29-10-18	4389	1.9%
Other values (74)	171520	73.6%

Most occurring characters

Value	Count	Frequency (%)
-	466308	25.0%
1	428718	23.0%
8	323341	17.3%
0	297295	15.9%
2	121474	6.5%
9	88434	4.7%
3	51363	2.8%
4	24447	1.3%
6	23674	1.3%
7	20740	1.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1398924	75.0%
Dash Punctuation	466308	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	428718	30.6%
8	323341	23.1%
0	297295	21.3%
2	121474	8.7%
9	88434	6.3%
3	51363	3.7%
4	24447	1.7%
6	23674	1.7%
7	20740	1.5%
5	19438	1.4%

Dash Punctuation

Value	Count	Frequency (%)
-	466308	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1865232	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
-	466308	25.0%
1	428718	23.0%
8	323341	17.3%
0	297295	15.9%
2	121474	6.5%
9	88434	4.7%
3	51363	2.8%
4	24447	1.3%
6	23674	1.3%
7	20740	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1865232	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	466308	25.0%
1	428718	23.0%
8	323341	17.3%
0	297295	15.9%
2	121474	6.5%
9	88434	4.7%
3	51363	2.8%
4	24447	1.3%
6	23674	1.3%
7	20740	1.1%

State_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.262242981

Minimum	1
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	6
Q3	10
95-th percentile	16
Maximum	22
Range	21
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.482229504
Coefficient of variation (CV)	0.6171963009
Kurtosis	-0.3282549048
Mean	7.262242981
Median Absolute Deviation (MAD)	3
Skewness	0.8219713926
Sum	1693221
Variance	20.09038133
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
4	44870	19.2%
3	34078	14.6%
6	33505	14.4%
13	17884	7.7%
9	16022	6.9%
8	14197	6.1%
5	10177	4.4%
14	9414	4.0%
1	8936	3.8%
7	6786	2.9%
Other values (12)	37285	16.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8936	3.8%
2	4160	1.8%
3	34078	14.6%
4	44870	19.2%
5	10177	4.4%
6	33505	14.4%
7	6786	2.9%
8	14197	6.1%
9	16022	6.9%
10	3605	1.5%

Value	Count	Frequency (%)
22	76	< 0.1%
21	156	0.1%
20	185	0.1%
19	1035	0.4%
18	5412	2.3%
17	3991	1.7%
16	2685	1.2%
15	5049	2.2%
14	9414	4.0%
13	17884	7.7%

Employee_code_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3270
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1549.477148

Minimum	1
Maximum	3795
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	1
5-th percentile	149
Q1	713
median	1451
Q3	2362
95-th percentile	3186
Maximum	3795
Range	3794
Interquartile range (IQR)	1649

Descriptive statistics

Standard deviation	975.2612778
Coefficient of variation (CV)	0.6294131404
Kurtosis	-1.052600731
Mean	1549.477148
Median Absolute Deviation (MAD)	810
Skewness	0.2443133823
Sum	361266795
Variance	951134.5599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2546	628	0.3%
620	502	0.2%
255	494	0.2%
130	408	0.2%
2153	401	0.2%
956	369	0.2%
184	361	0.2%
1466	355	0.2%
1494	352	0.2%
64	351	0.2%
Other values (3260)	228933	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	80	< 0.1%
3	149	0.1%
4	67	< 0.1%
5	99	< 0.1%
7	144	0.1%
9	56	< 0.1%
10	44	< 0.1%
11	85	< 0.1%
12	119	0.1%
15	88	< 0.1%

Value	Count	Frequency (%)
3795	1	< 0.1%
3794	1	< 0.1%
3793	1	< 0.1%
3792	1	< 0.1%
3791	3	< 0.1%
3790	1	< 0.1%
3789	2	< 0.1%
3788	1	< 0.1%
3787	2	< 0.1%
3786	3	< 0.1%

MobileNo_Avl_Flag
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

1	233154

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	233154
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	233154	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
1	233154	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	233154	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	233154	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	233154	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	233154	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	233154	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	233154	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	233154	100.0%

Aadhar_flag
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

1	195924
0	37230

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	233154
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	195924	84.0%
0	37230	16.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
1	195924	84.0%
0	37230	16.0%

Most occurring characters

Value	Count	Frequency (%)
1	195924	84.0%
0	37230	16.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	233154	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	195924	84.0%
0	37230	16.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	233154	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	195924	84.0%
0	37230	16.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	233154	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	195924	84.0%
0	37230	16.0%

PAN_flag
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	215533
1	17621

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	233154
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	215533	92.4%
1	17621	7.6%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	215533	92.4%
1	17621	7.6%

Most occurring characters

Value	Count	Frequency (%)
0	215533	92.4%
1	17621	7.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	233154	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	215533	92.4%
1	17621	7.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	233154	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	215533	92.4%
1	17621	7.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	233154	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	215533	92.4%
1	17621	7.6%

VoterID_flag
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	199360
1	33794

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	233154
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	199360	85.5%
1	33794	14.5%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	199360	85.5%
1	33794	14.5%

Most occurring characters

Value	Count	Frequency (%)
0	199360	85.5%
1	33794	14.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	233154	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	199360	85.5%
1	33794	14.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	233154	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	199360	85.5%
1	33794	14.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	233154	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	199360	85.5%
1	33794	14.5%

Driving_flag
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	227735
1	5419

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	233154
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	227735	97.7%
1	5419	2.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	227735	97.7%
1	5419	2.3%

Most occurring characters

Value	Count	Frequency (%)
0	227735	97.7%
1	5419	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	233154	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	227735	97.7%
1	5419	2.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	233154	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	227735	97.7%
1	5419	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	233154	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	227735	97.7%
1	5419	2.3%

Passport_flag
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	232658
1	496

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	233154
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	232658	99.8%
1	496	0.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	232658	99.8%
1	496	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	232658	99.8%
1	496	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	233154	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	232658	99.8%
1	496	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	233154	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	232658	99.8%
1	496	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	233154	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	232658	99.8%
1	496	0.2%

PERFORM_CNS.SCORE
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	573
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	289.4629944

Minimum	0
Maximum	890
Zeros	116950
Zeros (%)	50.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	678
95-th percentile	825
Maximum	890
Range	890
Interquartile range (IQR)	678

Descriptive statistics

Standard deviation	338.374779
Coefficient of variation (CV)	1.168974223
Kurtosis	-1.635257516
Mean	289.4629944
Median Absolute Deviation (MAD)	0
Skewness	0.4451504642
Sum	67489455
Variance	114497.4911
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	116950	50.2%
300	8776	3.8%
738	8662	3.7%
825	7393	3.2%
15	3765	1.6%
17	3672	1.6%
763	3026	1.3%
16	2885	1.2%
708	2104	0.9%
737	1989	0.9%
Other values (563)	73932	31.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	116950	50.2%
11	3	< 0.1%
14	976	0.4%
15	3765	1.6%
16	2885	1.2%
17	3672	1.6%
18	1534	0.7%
300	8776	3.8%
301	9	< 0.1%
302	17	< 0.1%

Value	Count	Frequency (%)
890	4	< 0.1%
884	1	< 0.1%
879	62	< 0.1%
878	7	< 0.1%
873	9	< 0.1%
870	28	< 0.1%
869	7	< 0.1%
868	2	< 0.1%
867	1	< 0.1%
864	9	< 0.1%

PERFORM_CNS.SCORE.DESCRIPTION
Categorical

HIGH CORRELATION

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

No Bureau History Available	116950
C-Very Low Risk	16045
A-Very Low Risk	14124
D-Very Low Risk	11358
B-Very Low Risk	9201
Other values (15)	65476

Length

Max length	55
Median length	27
Mean length	22.20342778
Min length	10

Characters and Unicode

Total characters	5176818
Distinct characters	50
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No Bureau History Available
2nd row	I-Medium Risk
3rd row	No Bureau History Available
4th row	L-Very High Risk
5th row	No Bureau History Available

Common Values

Value	Count	Frequency (%)
No Bureau History Available	116950	50.2%
C-Very Low Risk	16045	6.9%
A-Very Low Risk	14124	6.1%
D-Very Low Risk	11358	4.9%
B-Very Low Risk	9201	3.9%
M-Very High Risk	8776	3.8%
F-Low Risk	8485	3.6%
K-High Risk	8277	3.6%
H-Medium Risk	6855	2.9%
E-Low Risk	5821	2.5%
Other values (10)	27262	11.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
available	125921	15.1%
no	121369	14.5%
history	120715	14.4%
bureau	116950	14.0%
risk	103369	12.4%
low	50728	6.1%
not	20272	2.4%
c-very	16045	1.9%
a-very	14124	1.7%
scored	12835	1.5%
Other values (35)	133161	15.9%

Most occurring characters

Value	Count	Frequency (%)
	602335	11.6%
i	402074	7.8%
a	382885	7.4%
o	367190	7.1%
e	355830	6.9%
r	319650	6.2%
u	261288	5.0%
l	254352	4.9%
s	238131	4.6%
y	185214	3.6%
Other values (40)	1807869	34.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3545463	68.5%
Uppercase Letter	903972	17.5%
Space Separator	602335	11.6%
Dash Punctuation	103369	2.0%
Other Punctuation	12835	0.2%
Decimal Number	3074	0.1%
Open Punctuation	2885	0.1%
Close Punctuation	2885	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	402074	11.3%
a	382885	10.8%
o	367190	10.4%
e	355830	10.0%
r	319650	9.0%
u	261288	7.4%
l	254352	7.2%
s	238131	6.7%
y	185214	5.2%
t	172108	4.9%
Other values (12)	606741	17.1%

Uppercase Letter

Value	Count	Frequency (%)
H	149505	16.5%
N	141641	15.7%
A	137727	15.2%
B	126151	14.0%
R	103369	11.4%
L	70156	7.8%
V	60638	6.7%
M	21191	2.3%
S	16600	1.8%
C	16045	1.8%
Other values (9)	60949	6.7%

Decimal Number

Value	Count	Frequency (%)
3	1534	49.9%
6	1534	49.9%
5	3	0.1%
0	3	0.1%

Space Separator

Value	Count	Frequency (%)
	602335	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	103369	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	12835	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2885	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2885	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4449435	85.9%
Common	727383	14.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	402074	9.0%
a	382885	8.6%
o	367190	8.3%
e	355830	8.0%
r	319650	7.2%
u	261288	5.9%
l	254352	5.7%
s	238131	5.4%
y	185214	4.2%
t	172108	3.9%
Other values (31)	1510713	34.0%

Common

Value	Count	Frequency (%)
	602335	82.8%
-	103369	14.2%
:	12835	1.8%
(	2885	0.4%
)	2885	0.4%
3	1534	0.2%
6	1534	0.2%
5	3	< 0.1%
0	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5176818	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	602335	11.6%
i	402074	7.8%
a	382885	7.4%
o	367190	7.1%
e	355830	6.9%
r	319650	6.2%
u	261288	5.0%
l	254352	4.9%
s	238131	4.6%
y	185214	3.6%
Other values (40)	1807869	34.9%

PRI.NO.OF.ACCTS
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	108
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.440635803

Minimum	0
Maximum	453
Zeros	116950
Zeros (%)	50.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	11
Maximum	453
Range	453
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	5.217233022
Coefficient of variation (CV)	2.137653236
Kurtosis	415.6865802
Mean	2.440635803
Median Absolute Deviation (MAD)	0
Skewness	9.744845323
Sum	569044
Variance	27.2195204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	116950	50.2%
1	34978	15.0%
2	19784	8.5%
3	13015	5.6%
4	9323	4.0%
5	7222	3.1%
6	5557	2.4%
7	4411	1.9%
8	3570	1.5%
9	2884	1.2%
Other values (98)	15460	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	116950	50.2%
1	34978	15.0%
2	19784	8.5%
3	13015	5.6%
4	9323	4.0%
5	7222	3.1%
6	5557	2.4%
7	4411	1.9%
8	3570	1.5%
9	2884	1.2%

Value	Count	Frequency (%)
453	1	< 0.1%
354	1	< 0.1%
271	1	< 0.1%
194	1	< 0.1%
148	2	< 0.1%
147	1	< 0.1%
136	1	< 0.1%
132	1	< 0.1%
131	1	< 0.1%
124	1	< 0.1%

PRI.ACTIVE.ACCTS
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	40
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.039896378

Minimum	0
Maximum	144
Zeros	137016
Zeros (%)	58.8%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	5
Maximum	144
Range	144
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.941496441
Coefficient of variation (CV)	1.867009524
Kurtosis	155.1340347
Mean	1.039896378
Median Absolute Deviation (MAD)	0
Skewness	5.371850177
Sum	242456
Variance	3.769408431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	137016	58.8%
1	42055	18.0%
2	21549	9.2%
3	12268	5.3%
4	7460	3.2%
5	4542	1.9%
6	2788	1.2%
7	1795	0.8%
8	1202	0.5%
9	756	0.3%
Other values (30)	1723	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	137016	58.8%
1	42055	18.0%
2	21549	9.2%
3	12268	5.3%
4	7460	3.2%
5	4542	1.9%
6	2788	1.2%
7	1795	0.8%
8	1202	0.5%
9	756	0.3%

Value	Count	Frequency (%)
144	1	< 0.1%
65	1	< 0.1%
52	1	< 0.1%
43	1	< 0.1%
42	1	< 0.1%
39	1	< 0.1%
37	2	< 0.1%
35	2	< 0.1%
34	2	< 0.1%
32	2	< 0.1%

PRI.OVERDUE.ACCTS
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1565488904

Minimum	0
Maximum	25
Zeros	206879
Zeros (%)	88.7%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	25
Range	25
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5487867499
Coefficient of variation (CV)	3.505529476
Kurtosis	125.7317653
Mean	0.1565488904
Median Absolute Deviation (MAD)	0
Skewness	7.512927466
Sum	36500
Variance	0.3011668968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	206879	88.7%
1	19970	8.6%
2	4302	1.8%
3	1202	0.5%
4	404	0.2%
5	166	0.1%
6	96	< 0.1%
7	38	< 0.1%
8	27	< 0.1%
9	25	< 0.1%
Other values (12)	45	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	206879	88.7%
1	19970	8.6%
2	4302	1.8%
3	1202	0.5%
4	404	0.2%
5	166	0.1%
6	96	< 0.1%
7	38	< 0.1%
8	27	< 0.1%
9	25	< 0.1%

Value	Count	Frequency (%)
25	1	< 0.1%
23	1	< 0.1%
19	1	< 0.1%
18	2	< 0.1%
17	2	< 0.1%
16	1	< 0.1%
15	1	< 0.1%
14	5	< 0.1%
13	5	< 0.1%
12	8	< 0.1%

PRI.CURRENT.BALANCE
Real number (ℝ)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	71341
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	165900.0769

Minimum	-6678296
Maximum	96524920
Zeros	141696
Zeros (%)	60.8%
Negative	448
Negative (%)	0.2%
Memory size	1.8 MiB

Quantile statistics

Minimum	-6678296
5-th percentile	0
Q1	0
median	0
Q3	35006.5
95-th percentile	804263.8
Maximum	96524920
Range	103203216
Interquartile range (IQR)	35006.5

Descriptive statistics

Standard deviation	942273.5824
Coefficient of variation (CV)	5.679765795
Kurtosis	1616.817918
Mean	165900.0769
Median Absolute Deviation (MAD)	0
Skewness	29.42581325
Sum	3.868026654 × 10¹⁰
Variance	8.87879504 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	141696	60.8%
800	121	0.1%
400	119	0.1%
30000	100	< 0.1%
50000	84	< 0.1%
100000	83	< 0.1%
40000	77	< 0.1%
25000	73	< 0.1%
20000	66	< 0.1%
60000	61	< 0.1%
Other values (71331)	90674	38.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6678296	1	< 0.1%
-2018309	1	< 0.1%
-1738415	1	< 0.1%
-1408314	1	< 0.1%
-1306449	1	< 0.1%
-1178242	1	< 0.1%
-1108114	1	< 0.1%
-931644	1	< 0.1%
-763599	1	< 0.1%
-754060	1	< 0.1%

Value	Count	Frequency (%)
96524920	1	< 0.1%
75603400	1	< 0.1%
66406160	1	< 0.1%
63531320	1	< 0.1%
63359040	1	< 0.1%
61367688	1	< 0.1%
56385824	1	< 0.1%
56163544	1	< 0.1%
52503152	1	< 0.1%
52367960	1	< 0.1%

PRI.SANCTIONED.AMOUNT
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	44390
Distinct (%)	19.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	218503.8553

Minimum	0
Maximum	1000000000
Zeros	138096
Zeros (%)	59.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	62500
95-th percentile	1030280.05
Maximum	1000000000
Range	1000000000
Interquartile range (IQR)	62500

Descriptive statistics

Standard deviation	2374794.126
Coefficient of variation (CV)	10.86843123
Kurtosis	134834.0411
Mean	218503.8553
Median Absolute Deviation (MAD)	0
Skewness	323.6972121
Sum	5.094504788 × 10¹⁰
Variance	5.63964714 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	138096	59.2%
50000	1503	0.6%
30000	1450	0.6%
100000	974	0.4%
25000	946	0.4%
40000	873	0.4%
20000	858	0.4%
60000	611	0.3%
200000	607	0.3%
15000	565	0.2%
Other values (44380)	86671	37.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	138096	59.2%
1	35	< 0.1%
2	24	< 0.1%
3	20	< 0.1%
4	20	< 0.1%
5	15	< 0.1%
6	10	< 0.1%
7	13	< 0.1%
8	15	< 0.1%
9	17	< 0.1%

Value	Count	Frequency (%)
1000000000	1	< 0.1%
105865712	1	< 0.1%
100425000	1	< 0.1%
92622816	1	< 0.1%
86323888	1	< 0.1%
80327560	1	< 0.1%
79012752	1	< 0.1%
76128712	1	< 0.1%
69847456	1	< 0.1%
69828000	1	< 0.1%

PRI.DISBURSED.AMOUNT
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	47909
Distinct (%)	20.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	218065.8987

Minimum	0
Maximum	1000000000
Zeros	138204
Zeros (%)	59.3%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	60800
95-th percentile	1027992.85
Maximum	1000000000
Range	1000000000
Interquartile range (IQR)	60800

Descriptive statistics

Standard deviation	2377743.846
Coefficient of variation (CV)	10.90378579
Kurtosis	134167.2476
Mean	218065.8987
Median Absolute Deviation (MAD)	0
Skewness	322.5414945
Sum	5.084293654 × 10¹⁰
Variance	5.653665798 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	138204	59.3%
50000	1398	0.6%
30000	1344	0.6%
100000	949	0.4%
40000	794	0.3%
25000	748	0.3%
20000	670	0.3%
200000	613	0.3%
300000	549	0.2%
60000	542	0.2%
Other values (47899)	87343	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	138204	59.3%
1	44	< 0.1%
2	25	< 0.1%
3	20	< 0.1%
4	19	< 0.1%
5	15	< 0.1%
6	10	< 0.1%
7	13	< 0.1%
8	15	< 0.1%
9	17	< 0.1%

Value	Count	Frequency (%)
1000000000	1	< 0.1%
105755712	1	< 0.1%
100425000	1	< 0.1%
92628728	1	< 0.1%
86024784	1	< 0.1%
80349168	1	< 0.1%
79012752	1	< 0.1%
76128712	1	< 0.1%
69847456	1	< 0.1%
69715944	1	< 0.1%

SEC.NO.OF.ACCTS
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	37
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05908112235

Minimum	0
Maximum	52
Zeros	227289
Zeros (%)	97.5%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	52
Range	52
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6267945848
Coefficient of variation (CV)	10.60905006
Kurtosis	1283.023577
Mean	0.05908112235
Median Absolute Deviation (MAD)	0
Skewness	27.98609032
Sum	13775
Variance	0.3928714515
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	227289	97.5%
1	3466	1.5%
2	1036	0.4%
3	444	0.2%
4	292	0.1%
5	148	0.1%
6	119	0.1%
7	75	< 0.1%
8	68	< 0.1%
9	38	< 0.1%
Other values (27)	179	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	227289	97.5%
1	3466	1.5%
2	1036	0.4%
3	444	0.2%
4	292	0.1%
5	148	0.1%
6	119	0.1%
7	75	< 0.1%
8	68	< 0.1%
9	38	< 0.1%

Value	Count	Frequency (%)
52	1	< 0.1%
46	2	< 0.1%
42	1	< 0.1%
38	2	< 0.1%
37	1	< 0.1%
35	1	< 0.1%
34	2	< 0.1%
31	4	< 0.1%
30	2	< 0.1%
29	1	< 0.1%

SEC.ACTIVE.ACCTS
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02770272009

Minimum	0
Maximum	36
Zeros	229337
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	36
Range	36
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3160566085
Coefficient of variation (CV)	11.40886554
Kurtosis	1771.260421
Mean	0.02770272009
Median Absolute Deviation (MAD)	0
Skewness	30.59951015
Sum	6459
Variance	0.09989177978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	229337	98.4%
1	2684	1.2%
2	636	0.3%
3	195	0.1%
4	116	< 0.1%
5	65	< 0.1%
6	32	< 0.1%
7	22	< 0.1%
8	17	< 0.1%
9	11	< 0.1%
Other values (13)	39	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	229337	98.4%
1	2684	1.2%
2	636	0.3%
3	195	0.1%
4	116	< 0.1%
5	65	< 0.1%
6	32	< 0.1%
7	22	< 0.1%
8	17	< 0.1%
9	11	< 0.1%

Value	Count	Frequency (%)
36	1	< 0.1%
26	1	< 0.1%
22	2	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
17	1	< 0.1%
16	2	< 0.1%
15	4	< 0.1%
14	1	< 0.1%
13	3	< 0.1%

SEC.OVERDUE.ACCTS
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.007244139067

Minimum	0
Maximum	8
Zeros	231817
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1110789236
Coefficient of variation (CV)	15.33362662
Kurtosis	866.5712603
Mean	0.007244139067
Median Absolute Deviation (MAD)	0
Skewness	24.12927125
Sum	1689
Variance	0.01233852727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	231817	99.4%
1	1129	0.5%
2	126	0.1%
3	47	< 0.1%
4	19	< 0.1%
5	8	< 0.1%
6	6	< 0.1%
8	1	< 0.1%
7	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	231817	99.4%
1	1129	0.5%
2	126	0.1%
3	47	< 0.1%
4	19	< 0.1%
5	8	< 0.1%
6	6	< 0.1%
7	1	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	1	< 0.1%
6	6	< 0.1%
5	8	< 0.1%
4	19	< 0.1%
3	47	< 0.1%
2	126	0.1%
1	1129	0.5%
0	231817	99.4%

SEC.CURRENT.BALANCE
Real number (ℝ)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	3246
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5427.792819

Minimum	-574647
Maximum	36032852
Zeros	229790
Zeros (%)	98.6%
Negative	61
Negative (%)	< 0.1%
Memory size	1.8 MiB

Quantile statistics

Minimum	-574647
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	36032852
Range	36607499
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	170236.9946
Coefficient of variation (CV)	31.36394485
Kurtosis	17243.66322
Mean	5427.792819
Median Absolute Deviation (MAD)	0
Skewness	108.5062952
Sum	1265511607
Variance	2.898063434 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	229790	98.6%
800	10	< 0.1%
400	8	< 0.1%
100	8	< 0.1%
1200	6	< 0.1%
589	6	< 0.1%
-1	5	< 0.1%
1600	4	< 0.1%
1	4	< 0.1%
1070	4	< 0.1%
Other values (3236)	3309	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-574647	1	< 0.1%
-239782	1	< 0.1%
-155527	1	< 0.1%
-117138	1	< 0.1%
-31290	1	< 0.1%
-20000	1	< 0.1%
-9625	1	< 0.1%
-8606	1	< 0.1%
-7730	1	< 0.1%
-7370	1	< 0.1%

Value	Count	Frequency (%)
36032852	1	< 0.1%
29560540	1	< 0.1%
24692024	1	< 0.1%
22497172	1	< 0.1%
19638280	1	< 0.1%
13607882	1	< 0.1%
12080102	1	< 0.1%
10779261	1	< 0.1%
10716039	1	< 0.1%
9801134	1	< 0.1%

SEC.SANCTIONED.AMOUNT
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	2223
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7295.923347

Minimum	0
Maximum	30000000
Zeros	229418
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	30000000
Range	30000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	183155.9931
Coefficient of variation (CV)	25.10388122
Kurtosis	8673.756765
Mean	7295.923347
Median Absolute Deviation (MAD)	0
Skewness	75.25493196
Sum	1701073712
Variance	3.35461178 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	229418	98.4%
50000	83	< 0.1%
100000	61	< 0.1%
30000	44	< 0.1%
40000	39	< 0.1%
200000	38	< 0.1%
15000	36	< 0.1%
25000	35	< 0.1%
10000	33	< 0.1%
300000	31	< 0.1%
Other values (2213)	3336	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	229418	98.4%
1	6	< 0.1%
8	2	< 0.1%
9	1	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
23	1	< 0.1%
30	1	< 0.1%
32	1	< 0.1%
52	1	< 0.1%

Value	Count	Frequency (%)
30000000	1	< 0.1%
26888200	1	< 0.1%
25000000	1	< 0.1%
19800000	1	< 0.1%
18691002	1	< 0.1%
13607882	1	< 0.1%
12626000	1	< 0.1%
12511990	1	< 0.1%
12014300	1	< 0.1%
11900000	1	< 0.1%

SEC.DISBURSED.AMOUNT
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	2553
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7179.997873

Minimum	0
Maximum	30000000
Zeros	229450
Zeros (%)	98.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	30000000
Range	30000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	182592.5001
Coefficient of variation (CV)	25.43071785
Kurtosis	8773.794348
Mean	7179.997873
Median Absolute Deviation (MAD)	0
Skewness	75.76425191
Sum	1674045224
Variance	3.334002108 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	229450	98.4%
50000	59	< 0.1%
100000	47	< 0.1%
200000	36	< 0.1%
40000	31	< 0.1%
300000	30	< 0.1%
30000	26	< 0.1%
500000	25	< 0.1%
150000	23	< 0.1%
400000	21	< 0.1%
Other values (2543)	3406	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	229450	98.4%
1	5	< 0.1%
8	2	< 0.1%
9	1	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
23	1	< 0.1%
30	1	< 0.1%
32	1	< 0.1%
52	1	< 0.1%

Value	Count	Frequency (%)
30000000	1	< 0.1%
26888200	1	< 0.1%
25000000	1	< 0.1%
19800000	1	< 0.1%
18691002	1	< 0.1%
13607882	1	< 0.1%
12626000	1	< 0.1%
12511990	1	< 0.1%
12014300	1	< 0.1%
11900000	1	< 0.1%

PRIMARY.INSTAL.AMT
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	28067
Distinct (%)	12.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13105.48172

Minimum	0
Maximum	25642806
Zeros	159517
Zeros (%)	68.4%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1999
95-th percentile	26376.45
Maximum	25642806
Range	25642806
Interquartile range (IQR)	1999

Descriptive statistics

Standard deviation	151367.9047
Coefficient of variation (CV)	11.54996878
Kurtosis	8165.596601
Mean	13105.48172
Median Absolute Deviation (MAD)	0
Skewness	69.91615647
Sum	3055595485
Variance	2.291224258 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	159517	68.4%
1620	292	0.1%
1500	156	0.1%
1600	144	0.1%
2000	141	0.1%
2500	136	0.1%
1149	128	0.1%
1250	124	0.1%
1700	111	< 0.1%
1350	103	< 0.1%
Other values (28057)	72302	31.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	159517	68.4%
1	5	< 0.1%
2	4	< 0.1%
3	19	< 0.1%
4	15	< 0.1%
5	12	< 0.1%
6	22	< 0.1%
7	14	< 0.1%
8	14	< 0.1%
9	18	< 0.1%

Value	Count	Frequency (%)
25642806	1	< 0.1%
20766553	1	< 0.1%
17408822	1	< 0.1%
15518546	1	< 0.1%
15420411	1	< 0.1%
15019914	1	< 0.1%
14599252	1	< 0.1%
12870191	1	< 0.1%
11305579	1	< 0.1%
8470059	1	< 0.1%

SEC.INSTAL.AMT
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	1918
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	323.2684492

Minimum	0
Maximum	4170901
Zeros	230937
Zeros (%)	99.0%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4170901
Range	4170901
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	15553.69134
Coefficient of variation (CV)	48.11385515
Kurtosis	33069.81458
Mean	323.2684492
Median Absolute Deviation (MAD)	0
Skewness	153.8063689
Sum	75371332
Variance	241917314.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	230937	99.0%
2100	7	< 0.1%
1232	6	< 0.1%
1100	6	< 0.1%
1065	6	< 0.1%
5000	6	< 0.1%
1565	5	< 0.1%
1834	5	< 0.1%
2400	5	< 0.1%
50000	5	< 0.1%
Other values (1908)	2166	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	230937	99.0%
1	4	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
9	1	< 0.1%
11	1	< 0.1%
12	2	< 0.1%
16	2	< 0.1%

Value	Count	Frequency (%)
4170901	1	< 0.1%
3246710	1	< 0.1%
1814000	1	< 0.1%
1661220	1	< 0.1%
1589946	1	< 0.1%
1447600	1	< 0.1%
1231166	1	< 0.1%
1113118	1	< 0.1%
1020000	1	< 0.1%
842483	1	< 0.1%

NEW.ACCTS.IN.LAST.SIX.MONTHS
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3818334663

Minimum	0
Maximum	35
Zeros	181494
Zeros (%)	77.8%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	35
Range	35
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.9551067235
Coefficient of variation (CV)	2.501369858
Kurtosis	47.34398878
Mean	0.3818334663
Median Absolute Deviation (MAD)	0
Skewness	4.83932582
Sum	89026
Variance	0.9122288533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	181494	77.8%
1	32099	13.8%
2	11015	4.7%
3	4458	1.9%
4	1957	0.8%
5	964	0.4%
6	480	0.2%
7	302	0.1%
8	147	0.1%
9	79	< 0.1%
Other values (16)	159	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	181494	77.8%
1	32099	13.8%
2	11015	4.7%
3	4458	1.9%
4	1957	0.8%
5	964	0.4%
6	480	0.2%
7	302	0.1%
8	147	0.1%
9	79	< 0.1%

Value	Count	Frequency (%)
35	1	< 0.1%
28	1	< 0.1%
23	2	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
20	3	< 0.1%
19	2	< 0.1%
18	2	< 0.1%
17	6	< 0.1%
16	6	< 0.1%

DELINQUENT.ACCTS.IN.LAST.SIX.MONTHS
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09748063512

Minimum	0
Maximum	20
Zeros	214959
Zeros (%)	92.2%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	20
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3844389912
Coefficient of variation (CV)	3.943747297
Kurtosis	98.77513272
Mean	0.09748063512
Median Absolute Deviation (MAD)	0
Skewness	6.641995783
Sum	22728
Variance	0.147793338
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	214959	92.2%
1	14941	6.4%
2	2470	1.1%
3	537	0.2%
4	138	0.1%
5	58	< 0.1%
6	20	< 0.1%
7	13	< 0.1%
8	7	< 0.1%
12	3	< 0.1%
Other values (4)	8	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	214959	92.2%
1	14941	6.4%
2	2470	1.1%
3	537	0.2%
4	138	0.1%
5	58	< 0.1%
6	20	< 0.1%
7	13	< 0.1%
8	7	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
12	3	< 0.1%
11	3	< 0.1%
10	2	< 0.1%
9	2	< 0.1%
8	7	< 0.1%
7	13	< 0.1%
6	20	< 0.1%
5	58	< 0.1%
4	138	0.1%

AVERAGE.ACCT.AGE
Categorical

HIGH CARDINALITY

Distinct	192
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0yrs 0mon	119373
0yrs 6mon	6028
0yrs 7mon	5366
0yrs 11mon	5237
0yrs 10mon	5143
Other values (187)	92007

Length

Max length	11
Median length	9
Mean length	9.077193615
Min length	9

Characters and Unicode

Total characters	2116384
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	21 ?
Unique (%)	< 0.1%

Sample

1st row	0yrs 0mon
2nd row	1yrs 11mon
3rd row	0yrs 0mon
4th row	0yrs 8mon
5th row	0yrs 0mon

Common Values

Value	Count	Frequency (%)
0yrs 0mon	119373	51.2%
0yrs 6mon	6028	2.6%
0yrs 7mon	5366	2.3%
0yrs 11mon	5237	2.2%
0yrs 10mon	5143	2.2%
1yrs 0mon	5031	2.2%
0yrs 9mon	5018	2.2%
0yrs 8mon	4892	2.1%
1yrs 1mon	4465	1.9%
0yrs 5mon	4354	1.9%
Other values (182)	68247	29.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0yrs	168390	36.1%
0mon	127976	27.4%
1yrs	36650	7.9%
2yrs	14839	3.2%
6mon	11085	2.4%
1mon	10117	2.2%
7mon	9881	2.1%
4mon	9757	2.1%
3mon	9720	2.1%
2mon	9682	2.1%
Other values (24)	58211	12.5%

Most occurring characters

Value	Count	Frequency (%)
0	305338	14.4%
r	233154	11.0%
s	233154	11.0%
	233154	11.0%
m	233154	11.0%
o	233154	11.0%
n	233154	11.0%
y	233154	11.0%
1	73661	3.5%
2	24581	1.2%
Other values (7)	80726	3.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1398924	66.1%
Decimal Number	484306	22.9%
Space Separator	233154	11.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	305338	63.0%
1	73661	15.2%
2	24581	5.1%
3	16378	3.4%
4	12806	2.6%
6	11900	2.5%
5	11129	2.3%
7	10350	2.1%
8	9171	1.9%
9	8992	1.9%

Lowercase Letter

Value	Count	Frequency (%)
r	233154	16.7%
s	233154	16.7%
m	233154	16.7%
o	233154	16.7%
n	233154	16.7%
y	233154	16.7%

Space Separator

Value	Count	Frequency (%)
	233154	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1398924	66.1%
Common	717460	33.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	305338	42.6%
	233154	32.5%
1	73661	10.3%
2	24581	3.4%
3	16378	2.3%
4	12806	1.8%
6	11900	1.7%
5	11129	1.6%
7	10350	1.4%
8	9171	1.3%

Latin

Value	Count	Frequency (%)
r	233154	16.7%
s	233154	16.7%
m	233154	16.7%
o	233154	16.7%
n	233154	16.7%
y	233154	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2116384	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	305338	14.4%
r	233154	11.0%
s	233154	11.0%
	233154	11.0%
m	233154	11.0%
o	233154	11.0%
n	233154	11.0%
y	233154	11.0%
1	73661	3.5%
2	24581	1.2%
Other values (7)	80726	3.8%

CREDIT.HISTORY.LENGTH
Categorical

HIGH CARDINALITY

Distinct	294
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0yrs 0mon	119127
0yrs 6mon	4761
2yrs 1mon	4745
0yrs 7mon	4017
2yrs 0mon	3833
Other values (289)	96671

Length

Max length	11
Median length	9
Mean length	9.091218679
Min length	9

Characters and Unicode

Total characters	2119654
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	41 ?
Unique (%)	< 0.1%

Sample

1st row	0yrs 0mon
2nd row	1yrs 11mon
3rd row	0yrs 0mon
4th row	1yrs 3mon
5th row	0yrs 0mon

Common Values

Value	Count	Frequency (%)
0yrs 0mon	119127	51.1%
0yrs 6mon	4761	2.0%
2yrs 1mon	4745	2.0%
0yrs 7mon	4017	1.7%
2yrs 0mon	3833	1.6%
1yrs 0mon	3389	1.5%
1yrs 1mon	3024	1.3%
0yrs 11mon	2627	1.1%
0yrs 8mon	2459	1.1%
0yrs 9mon	2403	1.0%
Other values (284)	82769	35.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0yrs	147802	31.7%
0mon	130856	28.1%
1yrs	26613	5.7%
2yrs	22613	4.8%
1mon	13696	2.9%
3yrs	11898	2.6%
6mon	11248	2.4%
7mon	10205	2.2%
2mon	9347	2.0%
11mon	8977	1.9%
Other values (37)	73053	15.7%

Most occurring characters

Value	Count	Frequency (%)
0	287799	13.6%
r	233154	11.0%
s	233154	11.0%
	233154	11.0%
m	233154	11.0%
o	233154	11.0%
n	233154	11.0%
y	233154	11.0%
1	71642	3.4%
2	32802	1.5%
Other values (7)	95333	4.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1398924	66.0%
Decimal Number	487576	23.0%
Space Separator	233154	11.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	287799	59.0%
1	71642	14.7%
2	32802	6.7%
3	21171	4.3%
4	15958	3.3%
6	14259	2.9%
5	13244	2.7%
7	12200	2.5%
8	9398	1.9%
9	9103	1.9%

Lowercase Letter

Value	Count	Frequency (%)
r	233154	16.7%
s	233154	16.7%
m	233154	16.7%
o	233154	16.7%
n	233154	16.7%
y	233154	16.7%

Space Separator

Value	Count	Frequency (%)
	233154	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1398924	66.0%
Common	720730	34.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	287799	39.9%
	233154	32.3%
1	71642	9.9%
2	32802	4.6%
3	21171	2.9%
4	15958	2.2%
6	14259	2.0%
5	13244	1.8%
7	12200	1.7%
8	9398	1.3%

Latin

Value	Count	Frequency (%)
r	233154	16.7%
s	233154	16.7%
m	233154	16.7%
o	233154	16.7%
n	233154	16.7%
y	233154	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2119654	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	287799	13.6%
r	233154	11.0%
s	233154	11.0%
	233154	11.0%
m	233154	11.0%
o	233154	11.0%
n	233154	11.0%
y	233154	11.0%
1	71642	3.4%
2	32802	1.5%
Other values (7)	95333	4.5%

NO.OF_INQUIRIES
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2066145123

Minimum	0
Maximum	36
Zeros	201961
Zeros (%)	86.6%
Negative	0
Negative (%)	0.0%
Memory size	1.8 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	36
Range	36
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7064977116
Coefficient of variation (CV)	3.419400233
Kurtosis	131.840382
Mean	0.2066145123
Median Absolute Deviation (MAD)	0
Skewness	7.870682833
Sum	48173
Variance	0.4991390164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	201961	86.6%
1	22285	9.6%
2	5409	2.3%
3	1767	0.8%
4	760	0.3%
5	343	0.1%
6	239	0.1%
7	135	0.1%
8	105	< 0.1%
9	44	< 0.1%
Other values (15)	106	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	201961	86.6%
1	22285	9.6%
2	5409	2.3%
3	1767	0.8%
4	760	0.3%
5	343	0.1%
6	239	0.1%
7	135	0.1%
8	105	< 0.1%
9	44	< 0.1%

Value	Count	Frequency (%)
36	1	< 0.1%
28	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
20	1	< 0.1%
19	6	< 0.1%
18	4	< 0.1%
17	4	< 0.1%
16	3	< 0.1%
15	7	< 0.1%

loan_default
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.8 MiB

0	182543
1	50611

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	233154
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	182543	78.3%
1	50611	21.7%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	182543	78.3%
1	50611	21.7%

Most occurring characters

Value	Count	Frequency (%)
0	182543	78.3%
1	50611	21.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	233154	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	182543	78.3%
1	50611	21.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	233154	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	182543	78.3%
1	50611	21.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	233154	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	182543	78.3%
1	50611	21.7%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	UniqueID	disbursed_amount	asset_cost	ltv	branch_id	supplier_id	manufacturer_id	Current_pincode_ID	Date.of.Birth	Employment.Type	DisbursalDate	State_ID	Employee_code_ID	MobileNo_Avl_Flag	Aadhar_flag	VoterID_flag	PERFORM_CNS.SCORE	PERFORM_CNS.SCORE.DESCRIPTION	PRI.NO.OF.ACCTS	PRI.ACTIVE.ACCTS	PRI.OVERDUE.ACCTS	PRI.CURRENT.BALANCE	PRI.SANCTIONED.AMOUNT	PRI.DISBURSED.AMOUNT	PRIMARY.INSTAL.AMT	DELINQUENT.ACCTS.IN.LAST.SIX.MONTHS	AVERAGE.ACCT.AGE	CREDIT.HISTORY.LENGTH	NO.OF_INQUIRIES	loan_default
0	420825	50578	58400	89.55	67	22807	45	1441	01-01-84	Salaried	03-08-18	6	1998	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0	0
1	537409	47145	65550	73.23	67	22807	45	1502	31-07-85	Self employed	26-09-18	6	1998	1	1	0	598	I-Medium Risk	1	1	1	27600	50200	50200	1991	1	1yrs 11mon	1yrs 11mon	0	1
2	417566	53278	61360	89.63	67	22807	45	1497	24-08-85	Self employed	01-08-18	6	1998	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0	0
3	624493	57513	66113	88.48	67	22807	45	1501	30-12-93	Self employed	26-10-18	6	1998	1	1	0	305	L-Very High Risk	3	0	0	0	0	0	31	0	0yrs 8mon	1yrs 3mon	1	1
4	539055	52378	60300	88.39	67	22807	45	1495	09-12-77	Self employed	26-09-18	6	1998	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	1	1
5	518279	54513	61900	89.66	67	22807	45	1501	08-09-90	Self employed	19-09-18	6	1998	1	1	0	825	A-Very Low Risk	2	0	0	0	0	0	1347	0	1yrs 9mon	2yrs 0mon	0	0
6	529269	46349	61500	76.42	67	22807	45	1502	01-06-88	Salaried	23-09-18	6	1998	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0	0
7	510278	43894	61900	71.89	67	22807	45	1501	04-10-89	Salaried	16-09-18	6	1998	1	1	0	17	Not Scored: Not Enough Info available on the customer	1	1	0	72879	74500	74500	0	0	0yrs 2mon	0yrs 2mon	0	0
8	490213	53713	61973	89.56	67	22807	45	1497	15-11-91	Self employed	05-09-18	6	1998	1	1	0	718	D-Very Low Risk	1	1	0	-41	365384	365384	0	0	4yrs 8mon	4yrs 8mon	1	0
9	510980	52603	61300	86.95	67	22807	45	1492	01-06-68	Salaried	16-09-18	6	1998	1	0	1	818	A-Very Low Risk	1	0	0	0	0	0	2608	0	1yrs 7mon	1yrs 7mon	0	0

Last rows

	UniqueID	disbursed_amount	asset_cost	ltv	branch_id	supplier_id	manufacturer_id	Current_pincode_ID	Date.of.Birth	Employment.Type	DisbursalDate	State_ID	Employee_code_ID	MobileNo_Avl_Flag	Aadhar_flag	VoterID_flag	PERFORM_CNS.SCORE	PERFORM_CNS.SCORE.DESCRIPTION	PRI.NO.OF.ACCTS	PRI.ACTIVE.ACCTS	PRI.CURRENT.BALANCE	PRI.SANCTIONED.AMOUNT	PRI.DISBURSED.AMOUNT	PRIMARY.INSTAL.AMT	NEW.ACCTS.IN.LAST.SIX.MONTHS	AVERAGE.ACCT.AGE	CREDIT.HISTORY.LENGTH	NO.OF_INQUIRIES
233144	613161	56059	69001	83.04	34	23024	86	1044	15-06-63	Salaried	24-10-18	6	3705	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0
233145	606146	49803	66973	76.15	34	21081	45	1051	23-12-85	Self employed	23-10-18	6	3705	1	1	0	690	E-Low Risk	7	4	13064	85629	80226	1672	2	0yrs 9mon	2yrs 6mon	1
233146	622612	38439	52965	74.58	34	20700	48	1051	23-07-82	Self employed	26-10-18	6	3705	1	1	0	738	C-Very Low Risk	2	2	7001	14839	14839	0	2	0yrs 3mon	0yrs 3mon	0
233147	645697	72623	105405	69.73	34	20700	48	1051	19-06-89	Salaried	31-10-18	6	3705	1	1	0	755	C-Very Low Risk	4	4	201422	276624	237977	0	1	0yrs 9mon	1yrs 0mon	0
233148	613494	42894	60334	72.93	34	20700	48	1051	08-07-93	Salaried	24-10-18	6	3705	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0
233149	626432	63213	105405	60.72	34	20700	48	1050	01-08-88	Salaried	26-10-18	6	3705	1	0	1	735	D-Very Low Risk	4	3	390443	416133	416133	4084	0	1yrs 9mon	3yrs 3mon	0
233150	606141	73651	100600	74.95	34	23775	51	990	05-12-88	Self employed	23-10-18	6	3705	1	0	1	825	A-Very Low Risk	1	0	0	0	0	1565	0	0yrs 6mon	0yrs 6mon	0
233151	613658	33484	71212	48.45	77	22186	86	2299	01-06-76	Salaried	24-10-18	4	3479	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0
233152	548084	34259	73286	49.10	77	22186	86	2299	26-03-94	Salaried	29-09-18	4	3479	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0
233153	630213	75751	116009	66.81	77	22186	86	2299	18-02-84	Salaried	27-10-18	4	3479	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common